-
Notifications
You must be signed in to change notification settings - Fork 10
/
Copy pathComparisons.Rmd
executable file
·52 lines (38 loc) · 1.65 KB
/
Comparisons.Rmd
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
---
title: "Community comparisons"
author: "Leo Lahti, Sudarshan Shetty et al."
bibliography:
- bibliography.bib
output:
BiocStyle::html_document:
number_sections: no
toc: yes
toc_depth: 4
toc_float: true
self_contained: true
thumbnails: true
lightbox: true
gallery: true
use_bookdown: false
highlight: haddock
---
<!--
%\VignetteEngine{knitr::rmarkdown}
%\VignetteIndexEntry{microbiome tutorial - comparisons}
%\usepackage[utf8]{inputenc}
%\VignetteEncoding{UTF-8}
-->
## Group-wise comparisons
A number of methods for microbiota community comparisons have been proposed. For a recent benchmarking study, see [Weiss et al. (2017)](http://doi.org/10.1186/s40168-017-0237-y). For a comprehensive example workflow, see [Callahan et al. F1000 (2017)](https://f1000research.com/articles/5-1492/v2).
### Univariate comparisons
For individual taxa, diversity indicators etc.
* [Linear mixed effect models](Mixedmodels.html)
* [Negative binomial test](Negativebinomial.html)
* [post-hoc testing For Kruskal-Wallis](post_hoc.html)
Other methods, not implemented here (see [Weiss et al. (2017)](http://microbiomejournal.biomedcentral.com/articles/10.1186/s40168-017-0237-y) for a recent survey):
* [Zero-inflated Gaussians (ZIGs)](https://www.ncbi.nlm.nih.gov/pubmed/24076764/) (see [metagenomeSeq](https://bioconductor.org/packages/release/bioc/html/metagenomeSeq.html) Bioconductor package)
* [DESeq2](deseq2.html) and other advanced methods based on negative binomial
### Multivariate comparisons
For community-level multivariate comparisons
* [Multivariate linear models (limma)](limma.html)
* [PERMANOVA](PERMANOVA.html)